Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "112"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 112 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 241 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 226 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_18967/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 112, Node 10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.655530 -0.881258 2.117320 -0.274561 0.292776 1.166998 1.093762 0.038727 0.7192 0.7580 0.2842 12.324383 15.282477
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.680382 -0.321276 0.671635 0.218171 -0.859979 0.326321 -0.683087 -0.720710 0.6582 0.6530 0.2665 4.360012 4.998784
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.191946 -0.817727 -0.115247 -0.565798 -1.460525 0.286192 -1.938057 -0.088010 0.0290 0.0564 0.0026 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 355.601531 355.581627 inf inf 81.963282 85.333323 980.811089 999.629463 nan nan nan 0.000000 0.000000
2459590 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.209859 -0.119386 1.146911 -0.108680 -0.653677 1.554135 -0.679546 -0.655514 0.6007 0.6115 0.3633 5.734759 6.228639
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.713187 -0.390687 0.706385 -0.535904 3.180225 -0.728088 0.440200 -0.140677 0.6218 0.6393 0.2971 4.393087 5.036847
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.015921 -0.338765 1.061415 0.270103 -0.185283 0.281199 -0.041687 0.033015 0.6895 0.6764 0.2503 4.818045 4.972611
2459587 RF_maintenance 0.00% - - - 100.00% 0.00% 1.146947 0.080349 1.651861 0.910546 0.907842 1.875858 1.085468 1.614707 nan nan nan 3.937182 4.480134
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.051154 -1.015142 -0.593533 -0.728354 -0.645467 0.547963 -0.290018 -0.264742 0.5997 0.6153 0.3467 3.394413 3.521258
2459585 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.284525 -0.524581 -0.998589 -0.826023 -0.326822 -0.787415 -1.117063 -0.180610 0.0312 0.0623 0.0028 0.000000 0.000000
2459584 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.871071 -0.203483 -0.084331 0.852539 -0.724097 -0.535569 0.304496 -0.176535 0.5491 0.5630 0.3586 4.754516 4.080428
2459583 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.255470 0.196685 -0.612669 -0.141263 -0.577518 0.512287 3.109563 0.933201 0.5978 0.6141 0.3786 3.951918 4.162466
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.921468 0.059253 -0.249610 0.003515 -0.397377 0.185689 1.967526 0.430511 0.6066 0.6198 0.3791 3.625030 3.730010
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.327287 -0.329021 -0.953229 0.292399 -0.675991 0.038271 -0.272767 -0.696545 0.6060 0.6170 0.3848 3.679429 3.745521
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.252245 -0.450820 -0.184937 0.398505 -1.296371 -0.456646 0.432109 -0.206014 0.6147 0.6271 0.3776 4.142113 4.220292
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.093699 -0.148385 -0.165455 0.434056 -1.129549 -0.312800 -0.430682 -0.422809 0.6110 0.6226 0.3834 4.928365 5.154355
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.328143 0.646187 -0.813030 -0.033467 -1.335660 0.846767 -0.787479 -1.106193 0.0297 0.0576 0.0039 nan nan
2459577 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.557602 -0.219929 -0.848849 0.242320 -1.116287 -0.260293 -0.391770 -0.838920 0.6067 0.6191 0.3805 4.273567 4.337134
2459576 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.371725 -0.238642 -0.694177 -0.048161 -0.853849 -0.323646 -0.305657 -0.731153 0.6322 0.6468 0.3835 4.402860 4.778720
2459575 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.153181 -0.445862 -0.697399 -0.338181 0.010738 0.461695 -0.704165 -0.581108 0.6984 0.7087 0.3365 4.731892 5.291217
2459574 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.115060 -0.416475 -0.888477 -0.377784 -0.940199 -1.591991 -1.059985 -0.937586 0.6310 0.6438 0.3866 3.664456 3.852862
2459573 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.002958 -0.330422 -0.462195 0.343495 -1.209040 0.105578 -0.809531 -0.517782 0.6273 0.6400 0.3850 3.552082 3.793703
2459572 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.314171 -0.480201 -0.687140 -0.141355 -1.048794 -0.306904 -0.434872 -0.467128 0.6281 0.6399 0.3835 4.531993 4.885048
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.085125 -0.459679 -0.719715 -0.546890 2.428734 3.064064 0.171113 1.075234 0.7101 0.7230 0.2487 4.407440 4.293565
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.155194 -0.709790 -0.671851 -0.210872 -1.387639 -0.323034 -0.722945 -0.881543 0.6254 0.6390 0.3906 3.328852 3.519432
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.059218 1.059218 0.968690 0.968690 -0.627210 -0.627210 -0.758470 -0.758470 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459563 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.017638 -0.784025 -0.182099 0.875692 -1.390805 1.302951 -0.309265 -0.483192 0.6311 0.6404 0.3851 3.545926 3.765083
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.807526 -0.966501 -0.469882 -0.685399 0.102364 0.374739 -0.016179 -0.258756 0.6316 0.6450 0.3869 3.256575 3.164381
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.528440 -0.567427 -0.578472 -0.757058 -0.003372 0.719607 0.415261 -0.196440 0.6354 0.6538 0.3862 2.839785 2.993002
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.323693 -0.727095 -0.398040 -0.825283 0.399855 0.874948 1.185295 -0.114487 0.6322 0.6454 0.3904 3.009518 2.966976
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.823533 -1.172684 -0.584969 -1.023520 0.294454 0.739625 0.670333 -0.351095 0.6343 0.6488 0.3791 3.488463 3.351432
2459558 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.223100 -0.537928 -0.233435 -0.166869 -1.408257 0.655904 0.545834 -0.349395 0.6385 0.6497 0.3866 3.124313 3.253296
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0295 0.0704 0.0035 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.120081 -0.548961 -0.162997 -0.250924 -0.946137 0.964300 0.352006 -0.244465 0.6313 0.6442 0.3903 3.050235 3.250688
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6394 0.6513 0.3955 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6142 0.6502 0.3958 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.651398 -0.158334 0.030561 0.955762 9.200008 -1.361311 0.085351 -0.247737 0.6186 0.6531 0.3949 8.069767 10.065643
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.540313 -0.665446 -0.652768 -0.868476 0.245222 0.603752 -0.099925 -0.360322 0.6296 0.6453 0.3917 4.013390 3.623340
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0420 0.0643 0.0029 nan nan
2459549 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.211300 -0.408802 -0.601657 -0.331231 -1.044291 0.424268 0.071506 -0.714254 0.6333 0.6511 0.4011 2.980428 3.125021
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.199241 -0.174605 -0.747427 0.424147 -0.751860 0.000106 -0.792081 -0.845325 0.7023 0.7126 0.3585 3.309204 3.317223
2459541 RF_maintenance 0.00% 1.79% 1.79% 0.00% 100.00% 0.00% 1.301941 0.012751 0.054062 0.061934 0.112254 0.135706 -0.042076 0.900391 0.6884 0.6994 0.3359 3.788793 4.032033
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.251618 -0.046322 -0.684320 -0.379760 -0.819587 0.684480 -0.264228 -0.077757 0.7017 0.7050 0.3486 3.076939 3.200336
2459536 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.280701 -0.074076 0.014732 1.151890 -0.810334 -0.410058 -0.903549 -1.126190 0.0802 0.0955 0.0187 0.000000 0.000000
2459535 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.084614 -0.379376 -0.463687 -0.417320 -0.665771 -0.619681 -0.063204 -0.293590 0.0934 0.0851 0.0201 0.971130 0.979143
2459534 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.416398 -0.342275 -0.371730 -0.346886 -0.360755 -0.249642 0.316916 -0.273107 0.0924 0.0841 0.0190 3.430905 4.115405
2459533 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.790822 0.250311 -0.321769 -0.341226 -1.096382 1.148433 -0.752328 -0.133445 0.0901 0.0936 0.0218 -0.000000 -0.000000
2459532 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.388512 0.051798 -0.139075 -0.130965 -1.377926 0.731082 -0.761334 -0.644495 0.0882 0.0885 0.0190 -0.000000 -0.000000
2459530 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.337622 -0.505707 -0.445542 -0.660463 0.212798 0.505028 0.049927 -0.192988 0.0956 0.0992 0.0227 17.408057 25.889986
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.216858 -0.358609 -0.581310 -0.095990 -1.236750 1.020201 0.009566 -0.612635 0.9066 0.9337 0.3188 0.000000 0.000000
2459523 RF_maintenance 0.00% - - - 100.00% 0.00% 0.942277 0.211684 -1.029310 0.868103 -0.410049 2.093698 -0.524125 -0.705305 nan nan nan 7.196464 7.636719
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.930316 0.726766 -0.464520 0.900924 -0.697216 4.695337 -0.017705 -0.584745 0.6066 0.6870 0.4196 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.010634 0.412225 -0.829612 -0.678874 0.201975 0.259648 -0.665661 -0.676614 0.0427 0.0645 0.0046 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.580257 -0.016476 -0.762794 0.421823 -0.254146 -0.151870 -0.418629 -0.266083 0.9009 0.9521 0.2043 0.000000 0.000000
2459505 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.151003 -0.019185 0.099112 -0.679698 -1.447456 0.935706 -0.639939 -0.466877 0.8779 0.8587 0.2014 10.468258 16.117977
2459503 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.028906 0.109107 0.232668 -0.830049 -0.637558 -0.844215 -0.861267 -0.232807 0.8543 0.8495 0.4751 0.000000 0.000000
2459501 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.296527 0.486523 0.287743 -0.462757 -0.547444 1.162441 -0.444697 -0.777739 0.8513 0.8923 0.3888 0.000000 0.000000
2459500 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.302463 0.508451 -0.313133 -0.251821 -0.275689 -0.622462 -0.659922 -0.768690 0.8586 0.8867 0.3759 0.000000 0.000000
2459499 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.312952 0.416186 -0.406726 -0.314191 -0.482344 -0.657771 -0.694431 -0.815757 0.8791 0.9367 0.1821 0.000000 0.000000
2459498 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.350535 0.252111 0.000005 -0.826455 0.212011 -0.953616 -0.747342 -0.375115 0.8663 0.8872 0.4140 0.000000 0.000000
2459497 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.075526 -0.034120 0.387747 -1.012475 0.624721 -0.420873 -0.812084 -0.490661 0.8844 0.9277 0.3406 0.000000 0.000000
2459496 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.545058 -0.005379 -0.050364 -0.690274 -0.061196 -0.540979 0.334715 0.164812 0.8949 0.9041 0.3899 0.000000 0.000000
2459495 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.482610 0.044507 -0.117974 -0.817179 -0.190443 -0.499690 1.014971 0.743262 0.8905 0.8990 0.4266 0.000000 0.000000
2459494 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.462139 0.201568 -0.315083 -0.584772 -0.184442 -0.115378 -0.830103 -0.396661 0.8801 0.8907 0.4353 0.000000 0.000000
2459492 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.516140 0.511907 0.667625 0.775136 -0.009928 1.480797 -1.413178 0.164714 0.7385 0.8003 0.3329 9.543840 8.377855
2459491 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.324016 0.050396 0.935119 1.102794 -0.345209 2.036527 -1.194735 -0.918526 0.7774 0.8149 0.2764 2.489094 2.364958
2459490 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.558865 -0.135904 0.890188 1.928922 -0.163687 1.332499 -1.529513 -0.835132 0.7304 0.7982 0.3853 6.355799 4.967911
2459489 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.760293 0.524854 0.591455 1.221260 -0.082625 1.959272 -0.689150 -0.673642 0.7464 0.8027 0.3330 5.615862 4.328121
2459488 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.761229 0.483921 0.309391 1.032954 -0.750564 1.754313 -1.353131 -0.710793 0.7466 0.8066 0.3650 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 112: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1.185448 -0.252293 -0.927249 1.129838 1.081304 -0.899363 0.421925 -2.332410 1.185448

Antenna 112: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 1.564454 -0.399573 -0.967584 1.564454 1.246737 0.169323 1.256995 -1.304354 0.273880

Antenna 112: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 1.164507 -0.799339 -0.603891 0.810105 1.164507 0.198856 -0.417642 -0.226909 -1.583754

Antenna 112: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 2.083203 -0.687544 -0.815531 2.083203 0.244175 0.665221 0.409354 -1.315716 0.890854

Antenna 112: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 6.942694 -0.697669 0.560859 0.175203 6.942694 0.303299 4.894017 1.423096 -1.378634

Antenna 112: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 0.098275 -0.658270 -0.901359 0.098275 -0.930624 -0.804780 -0.623919 -1.230301 -0.400555

Antenna 112: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 0.084280 -0.601505 -0.885162 0.084280 -0.382714 -0.631028 -0.801495 -1.177120 -0.807795

Antenna 112: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 16.378765 0.806875 1.428128 2.041535 1.419550 16.302356 16.378765 -0.496083 -0.699018

Antenna 112: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 0.090025 -0.193630 -0.992149 0.090025 -0.647948 -0.984711 -0.719258 -1.253059 -0.789747

Antenna 112: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 0.460453 -1.054520 0.460453 -1.098703 0.398579 0.080444 -0.749170 -0.470774 -1.452825

Antenna 112: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.473175 -0.278479 -0.750163 -0.851921 0.262949 1.473175 -0.256129 -0.536263 0.232448

Antenna 112: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 0.840922 -1.044686 -0.507939 -0.168426 -0.014260 -1.145888 0.840922 0.100021 -0.002460

Antenna 112: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Discontinuties 0.976489 -0.245760 -0.912705 -0.104596 0.037073 0.550619 -0.210317 0.976489 0.146492

Antenna 112: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.614527 0.016322 -0.977559 -0.767567 0.640034 1.614527 0.372707 1.311583 0.376330

Antenna 112: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Variability 0.575962 -0.134612 -1.042103 -0.822240 0.300738 0.442000 0.575962 -0.461535 0.000960

Antenna 112: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.887308 -0.853195 -0.069859 0.026020 -0.821176 0.558780 1.887308 0.407178 -0.052614

Antenna 112: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.735889 -0.946044 -0.257196 0.081113 -0.029626 -0.714139 1.735889 0.298685 0.405505

Antenna 112: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.081824 -0.247807 -1.054953 0.040275 0.193360 1.081824 0.176892 0.153182 0.083494

Antenna 112: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 3.474073 0.440858 -0.617921 -0.766411 0.493979 3.474073 1.792097 -0.458255 0.210566

Antenna 112: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 4.830233 -0.494754 0.571577 0.373856 -0.396834 0.392594 4.830233 0.551956 2.676860

Antenna 112: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 0.952172 0.302871 -0.494624 -0.427789 0.354829 0.952172 0.666305 -0.356623 0.791828

Antenna 112: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Discontinuties 2926.042844 55.189107 111.539613 138.168411 152.613770 128.030307 191.398835 2065.299470 2926.042844

Antenna 112: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 27.761513 -0.961884 13.251300 0.196478 27.761513 -0.210110 2.929038 0.593893 3.827411

Antenna 112: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 39.417202 14.972379 -0.642721 39.417202 0.289179 5.869229 0.179435 5.276825 0.068082

Antenna 112: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 37.720264 -0.792945 22.594276 0.615078 37.720264 0.501644 8.181825 0.801963 3.966577

Antenna 112: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 32.483820 -0.324217 18.847661 0.443735 32.483820 1.339566 5.998638 2.109823 4.433514

Antenna 112: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 40.406901 25.674483 0.079581 40.406901 0.723500 7.018776 0.426131 4.915102 0.401336

Antenna 112: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 92.308904 -0.653002 29.449993 2.262691 92.308904 1.621821 18.461460 1.738743 5.562094

Antenna 112: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 94.782436 -0.890092 32.265641 0.659948 94.782436 1.014962 26.003905 2.739562 4.435156

Antenna 112: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 39.986859 -0.663928 23.982710 0.771627 39.986859 1.037511 5.168981 0.414254 5.739758

Antenna 112: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 51.058696 -0.558966 22.720032 0.747284 51.058696 2.192876 9.693834 0.443477 5.942777

Antenna 112: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 13.243201 0.313872 13.243201 0.049080 7.118214 -0.792134 -0.097350 -0.154291 4.067425

Antenna 112: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 Not Found nn Temporal Discontinuties 1118.755399 67.993894 49.779659 69.764331 57.859589 155.723014 135.788477 1118.755399 798.342326

Antenna 112: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1174.469406 74.910583 57.720380 63.306987 68.594380 55.935792 82.510855 797.368567 1174.469406

Antenna 112: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 2000.131685 30.931788 39.381856 45.601385 41.667622 95.633475 105.970920 2000.131685 1502.761006

Antenna 112: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1250.554559 63.661521 99.867450 263.002505 268.141532 42.579983 37.522073 1250.554559 1067.274844

Antenna 112: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1183.827608 32.158780 48.822567 58.670339 63.815067 250.867832 288.065400 1183.827608 1175.285122

Antenna 112: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1386.567877 75.555445 62.820810 61.448831 77.649334 330.327057 510.242302 851.725922 1386.567877

Antenna 112: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 17.931331 0.965303 17.931331 1.506512 15.013546 -0.646530 1.212230 0.269845 5.020817

Antenna 112: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 110.433326 -0.094236 26.248390 1.524033 110.433326 1.153853 23.770075 0.257431 8.701361

Antenna 112: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 44.279545 17.528232 -0.888127 44.279545 -0.025568 7.278331 0.097091 5.250911 -0.104084

Antenna 112: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 14.367895 14.367895 0.338216 6.864064 -0.004229 0.487696 -1.324546 2.365841 -0.100826

Antenna 112: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 12.924537 12.924537 0.286340 6.931141 -0.111338 0.948494 -0.441747 2.529133 -0.037848

Antenna 112: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 17.115905 17.115905 0.764136 7.961962 0.034694 0.484834 -0.803833 3.346296 -0.384367

Antenna 112: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 85.717072 30.279575 -0.220295 85.717072 0.815444 35.024093 1.360132 5.887022 0.078269

Antenna 112: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 12.916006 0.557774 12.916006 -0.013987 7.044096 -1.048910 1.242568 -0.218602 2.523494

Antenna 112: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 8.728471 8.728471 0.565195 5.391672 0.040383 0.940269 -1.155116 3.258937 -0.254583

Antenna 112: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 12.585604 12.585604 0.733059 6.789705 0.257422 1.775651 -0.714820 3.894627 -0.160062

Antenna 112: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 10.201872 10.201872 0.637005 5.965735 -0.048589 1.032039 -0.897033 1.661965 -0.474484

Antenna 112: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Power 116.417966 -0.555955 37.065897 1.569499 116.417966 1.409995 21.172713 0.833780 12.709330

Antenna 112: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.476291 0.547249 -0.783037 0.234053 -0.514668 -1.114986 1.476291 -0.584310 -0.720073

Antenna 112: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Shape 0.463848 -0.867586 0.463848 -0.586963 -0.085660 -0.118297 -1.093356 -0.636261 -0.598833

Antenna 112: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Shape 0.403439 0.403439 -0.785164 0.114226 -0.199001 -0.389360 0.033226 -0.648876 -0.463087

Antenna 112: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.479184 0.471568 -0.842996 0.008975 -0.439959 -0.532666 1.479184 -0.476592 -0.306421

Antenna 112: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Power 0.588046 -1.175316 -0.585106 0.588046 -0.437472 0.426455 -0.431110 0.171259 -1.037250

Antenna 112: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 1.614889 -0.886499 0.632115 -0.298496 0.237475 1.614889 -0.084834 -0.357592 -0.541775

Antenna 112: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Power 1.887874 -0.614941 -0.063059 -0.926314 1.887874 -0.051169 1.608213 -1.248701 -0.781040

Antenna 112: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 2.813159 -0.172961 -0.948176 -0.815373 -0.476342 1.956312 1.258084 2.369680 2.813159

Antenna 112: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 0.965148 -0.111291 -1.009596 -0.774114 -0.687444 0.965148 -0.320633 -0.709702 -0.668603

Antenna 112: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 1.555578 -0.782565 0.058809 0.765815 -0.931134 1.204653 -0.193125 1.555578 -0.064877

Antenna 112: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape 0.717646 0.717646 0.692014 -1.081156 -1.059790 -1.555869 -1.445977 -0.636845 -0.050016

Antenna 112: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 0.069868 -0.054349 -0.914471 -0.644053 -0.631978 0.069868 -0.924572 -0.817138 -0.596578

Antenna 112: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Power 0.819955 -0.831809 0.381504 0.049220 0.819955 -0.202768 -0.757284 -0.591672 -0.435434

Antenna 112: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Shape 2.122867 2.122867 0.522473 0.425619 -0.932166 1.336900 1.229745 -0.028998 -0.588542

Antenna 112: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Variability 1.088676 -0.348673 0.625789 -0.784980 0.482250 0.452611 1.088676 -0.063915 1.003676

Antenna 112: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 14955.153213 4678.421764 4678.421764 4356.617150 4356.617150 3030.793768 3030.793768 14955.153213 14955.153213

Antenna 112: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Discontinuties 3292.386944 847.265339 847.265339 759.875195 759.875195 825.738871 825.738871 3292.386944 3292.386944

Antenna 112: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 2229.304599 738.351918 738.351918 727.192407 727.192407 677.374559 677.374559 2229.304599 2229.304599

Antenna 112: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance ee Temporal Discontinuties 0.631762 -0.053779 -0.541843 -0.580718 0.010128 -0.504576 0.385273 -0.806923 0.631762

Antenna 112: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Variability 1.312577 1.043939 -0.255064 0.861201 -0.972107 1.312577 0.551419 1.282788 -0.826510

Antenna 112: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Variability 4.564003 -0.123224 -0.761259 0.998353 -0.570904 4.564003 0.338928 0.104407 -0.607826

Antenna 112: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 1.535014 0.321247 -0.009229 0.374806 -1.058980 0.793454 0.769101 1.535014 0.598395

Antenna 112: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 4.964243 0.588427 0.200872 0.856923 -0.854340 3.338122 4.037257 4.964243 1.970478

Antenna 112: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Shape 1.478001 1.478001 1.143929 1.256357 -0.656466 0.894815 0.157891 0.073426 -0.378769

Antenna 112: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 112: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance nn Shape 0.918942 0.918942 0.898487 -0.661422 0.616349 -0.136361 -0.023138 0.608346 0.251373

Antenna 112: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 1.777385 -0.089492 0.650342 -0.885722 0.549623 0.733307 0.000303 0.049123 1.777385

Antenna 112: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 2.055716 -0.094363 0.305810 -0.782959 0.507685 0.606484 0.101417 -0.080071 2.055716

Antenna 112: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 112: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Variability 2.110111 0.337602 1.018294 -0.784021 1.237287 0.552034 2.110111 -0.651750 -0.113987

Antenna 112: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 0.484059 0.383450 -0.171724 0.484059 -0.811415 0.102946 -0.804768 -0.060698 -0.234765

Antenna 112: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 1.068477 0.259015 1.020961 -0.637336 0.255804 0.958100 0.611372 -0.083632 1.068477

Antenna 112: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 1.064495 0.051481 -0.233772 1.064495 -0.732453 1.055600 0.036666 -0.284081 -0.811553

Antenna 112: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 1.028127 0.328246 0.288574 -0.828168 0.836775 0.500699 0.511103 -0.159723 1.028127

Antenna 112: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 0.881549 0.082997 0.224139 -0.528109 0.881549 0.031481 0.876142 -0.971963 -0.142971

Antenna 112: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 112: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance nn Temporal Variability 0.321875 -0.245332 -0.938875 -0.594045 0.150066 0.321875 -1.021908 -0.403729 -0.559555

Antenna 112: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Variability 0.883552 -0.399916 -0.153260 0.850056 -1.063501 0.883552 -0.376135 -0.026640 -0.572619

Antenna 112: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 0.758033 0.181116 -0.157396 0.758033 -0.883605 -0.426183 0.046344 0.261402 -0.600319

Antenna 112: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance nn Shape 1.414439 0.420426 1.414439 0.749917 -0.155813 0.010042 0.019312 -0.942363 -0.688280

Antenna 112: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance nn Shape 2.904799 2.904799 -0.112891 -0.704586 2.186861 0.600358 0.834431 -0.770620 0.291063

Antenna 112: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Variability 15.082648 -0.929017 0.197957 -0.286977 -0.833582 15.082648 2.728001 -0.476992 1.514716

Antenna 112: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 1.117758 -0.101354 -0.692600 -1.145936 1.117758 -0.210734 0.018069 -0.825750 -0.835798

Antenna 112: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Power 0.668484 -0.711065 0.037510 0.668484 -0.911512 -0.219558 -0.452793 -0.490337 -0.369644

Antenna 112: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 10 RF_maintenance ee Temporal Discontinuties 0.345570 0.304226 -0.025125 -1.024110 0.318791 0.157746 0.165065 -0.585901 0.345570